| Demons非刚性配准算法拓扑保持性的研究 |
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| 引用本文： | 林相波,邱天爽,阮素,NICOLIER Frédéric.Demons非刚性配准算法拓扑保持性的研究[J].自动化学报,2010,36(1):179-183. |
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| 作者姓名： | 林相波 邱天爽 阮素 NICOLIER Frédéric |
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| 作者单位： | 1.大连理工大学电子与信息工程学院电子工程系 大连 116024 |
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| 基金项目： | 国家自然科学基金(30170259,30570475,60372081);;教育部博士点基金项目(20050141025)资助~~ |
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| 摘 要： | 在基于配准的图像分割应用中, 拓扑保持性是非刚性图像配准算法的一个重要约束. 本文从矢量场特性出发, 分析了Demons非刚性图像配准算法导致目标拓扑改变时变形场的特点. 根据变形场特点与其雅可比行列式之间的关系, 给出了校正该算法拓扑保持性的方法. 实验表明, 改进后的变形场具有了拓扑保持性.
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| 关 键 词： | 非刚性配准 拓扑 雅可比行列式 矢量场分析 |
| 收稿时间： | 2008-10-6 |
| 修稿时间： | 2009-4-13 |
Research on the Topology Preservation of the Demons Non-rigid Registration Algorithm |
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| LIN Xiang-Bo,QIU Tian-Shuang,RUAN Su,Frédéric Morain-Nicolier.Research on the Topology Preservation of the Demons Non-rigid Registration Algorithm[J].Acta Automatica Sinica,2010,36(1):179-183. |
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| Authors: | LIN Xiang-Bo QIU Tian-Shuang RUAN Su Frédéric Morain-Nicolier |
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| Affiliation: | 1.Department of Electronic Engineering, School of Electronic and Information Engineering, Dalian University of Technology, Dalian 116024, P.R. China;2.Department of Electrical Engineering and Computer Engineering, University of Reims, 10026, France |
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| Abstract: | Topology preservation is an important constraint of image non-rigid registration algorithms in the applications of registration based image segmentation. In this paper, the deformation field of the Demons non-rigid registration that make the object's topology change is analyzed according to the features of the vector field. An method that can enforce the algorithm's topology preservation is provided on the basis of relation between the deformation field and its Jacobian. The experiment results show that the modified deformation field is topology preserving. |
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| Keywords: | Non-rigid registration topology Jacobian determinant vector field analysis |
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